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List of Tables
The CHO Data Set
CHO Data Stop/Evaluation Sets
Performance of a classification tree using the Zernike features
Performance of a BPNN using the Zernike features
Performance of a BPNN using the Haralick features
Best Feature Subsets
Performance of a BPNN using the 10 best features
Labels used with the HeLa cells
Number of images in the HeLa data set
Performance of a BPNN with various numbers of hidden nodes
Performance of a BPNN using all features
Performance of a BPNN using all features and output thresholding
Performance of a kNN classifier using all features
Performance of a BPNN using the
ad hoc
features
Performance of a BPNN using the
ad hoc
features and output thresholding
Performance of a kNN classifier using the
ad hoc
features
Selecting a subset of features
The 37 ``best'' features as determined using stepwise discriminant analysis
Performance of a BPNN using the 37 best features
Performance of a BPNN using the 37 best features and output thresholding
Performance of a kNN classifier using the 37 best features
Performance of a BPNN using no DNA-related features
Performance of a BPNN using no DNA-related features and output thresholding
Performance of a kNN classifier using no DNA-related features
Performance of a BPNN using the best features with low magnification images
Performance of a BPNN using the best features with low magnification images and output thresholding
Performance of a kNN classifier using the best features with low magnification images
Performance of a BPNN and plurality rule for classifying sets of images using all features
Performance of a BPNN with thresholded outputs and plurality rule for classifying sets of images using all features
Performance of a BPNN and plurality rule for classifying sets of images using the
ad hoc
features
Performance of a BPNN with thresholded outputs and plurality rule for classifying sets of images using the
ad hoc
features
Performance of a BPNN and plurality rule for classifying sets of images using the 37 best features
Performance of a BPNN with thresholded outputs and plurality rule for classifying sets of images using the 37 best features
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Copyright ©1999 Michael V. Boland
1999-09-18